- First, I assess the extent of the missing data and identify which metrics or reports are affected.
- I validate whether the issue is from the source system, ETL process, or data refresh failure.
- I immediately inform stakeholders about the issue and explain the potential impact on dashboard numbers.
- If possible, I temporarily add a note or alert in the dashboard indicating data is incomplete.
- In one project, we paused daily reporting until the missing data was backfilled.
- I coordinate with the data engineering or source system team to correct and reload the data.
- After the fix, I revalidate the numbers to ensure accuracy before confirming to stakeholders.
- Finally, I suggest adding data quality checks to prevent the issue in future refresh cycles.
You discover missing data in the source after the dashboard is already live. How do you handle it?
Updated on March 9, 2026
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